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Reinforcement learning (RL), a common tool in decision making, learns control policies from various experiences based on the associated cumulative return/rewards without treating them differently. Humans, on the contrary, often learn to…

机器学习 · 计算机科学 2025-11-25 Mingkang Wu , Devin White , Vernon Lawhern , Nicholas R. Waytowich , Yongcan Cao

Robot-to-human object handover is an essential skill for robot assistants, from serving drinks at home to passing surgical tools in the operating room. We expect robots to perform handover robustly -- to release the object only after a firm…

机器人学 · 计算机科学 2026-05-07 Linfeng Li , Lin Shao , David Hsu

Assistive and Wearable Robotics have the potential to support humans with different types of motor impairments to become independent and fulfil their activities of daily living successfully. The success of these robot systems, however,…

机器人学 · 计算机科学 2021-02-26 Ali Shafti , A. Aldo Faisal

Dexterous manipulation has received considerable attention in recent research. Predominantly, existing studies have concentrated on reinforcement learning methods to address the substantial degrees of freedom in hand movements. Nonetheless,…

机器人学 · 计算机科学 2024-12-23 Hengxu Yan , Haoshu Fang , Cewu Lu

Can we enable humanoid robots to generate rich, diverse, and expressive motions in the real world? We propose to learn a whole-body control policy on a human-sized robot to mimic human motions as realistic as possible. To train such a…

机器人学 · 计算机科学 2024-03-07 Xuxin Cheng , Yandong Ji , Junming Chen , Ruihan Yang , Ge Yang , Xiaolong Wang

Kinematic retargeting from human hands to robot hands is essential for transferring dexterity from humans to robots in manipulation teleoperation and imitation learning. However, due to mechanical differences between human and robot hands,…

机器人学 · 计算机科学 2025-12-25 Chendong Xin , Mingrui Yu , Yongpeng Jiang , Zhefeng Zhang , Xiang Li

Humans seem to have a bias to overshoot when rotating a rotary knob blindfolded around a specified target angle (i.e. during haptic rotation). Whereas some influence factors that strengthen or weaken such an effect are already known, the…

人机交互 · 计算机科学 2024-11-21 Kathrin Krieger , Yuri De Pra , Helge Ritter , Alexandra Moringen

In this paper, we address the problem of task-oriented grasping for humanoid robots, emphasizing the need to align with human social norms and task-specific objectives. Existing methods, employ a variety of open-loop and closed-loop…

机器人学 · 计算机科学 2026-02-25 Dimitrios Dimou , José Santos-Victor , Plinio Moreno

Adapting upper-limb impedance (i.e., stiffness, damping, inertia) is essential for humans interacting with dynamic environments for executing grasping or manipulation tasks. On the other hand, control methods designed for state-of-the-art…

机器人学 · 计算机科学 2022-12-20 Laura Ferrante , Mohan Sridharan , Claudio Zito , Dario Farina

Humans frequently grasp, manipulate, and move objects. Interactive systems assist humans in these tasks, enabling applications in Embodied AI, human-robot interaction, and virtual reality. However, current methods in hand-object synthesis…

机器人学 · 计算机科学 2025-03-10 Sammy Christen

Robot-to-human object handover is an important step in many human robot collaboration tasks. A successful handover requires the robot to maintain a stable grasp on the object while making sure the human receives the object in a natural and…

机器人学 · 计算机科学 2024-10-01 Zixi Wang , Zeyi Liu , Nicolas Ouporov , Shuran Song

Hip exoskeletons are increasing in popularity due to their effectiveness across various scenarios and their ability to adapt to different users. However, personalizing the assistance often requires lengthy tuning procedures and…

机器人学 · 计算机科学 2025-02-24 Giulia Ramella , Auke Ijspeert , Mohamed Bouri

The tendon-driven musculoskeletal humanoid has many benefits that human beings have, but the modeling of its complex muscle and bone structures is difficult and conventional model-based controls cannot realize intended movements. Therefore,…

Over the past few years, soccer-playing humanoid robots have advanced significantly. Elementary skills, such as bipedal walking, visual perception, and collision avoidance have matured enough to allow for dynamic and exciting games. When…

Learning to operate a vehicle is generally accomplished by forming a new cognitive map between the body motions and extrapersonal space. Here, we consider the challenge of remapping movement-to-space representations in survivors of spinal…

We present the effect of adapting to human preferences on trust in a human-robot teaming task. The team performs a task in which the robot acts as an action recommender to the human. It is assumed that the behavior of the human and the…

机器人学 · 计算机科学 2023-09-12 Shreyas Bhat , Joseph B. Lyons , Cong Shi , X. Jessie Yang

In this work, we investigate how implicit neural feed back can accelerate reinforcement learning in complex robotic manipulation settings. While prior electroencephalogram (EEG) guided reinforcement learning studies have primarily focused…

机器人学 · 计算机科学 2025-11-25 Suzie Kim , Hye-Bin Shin , Hyo-Jeong Jang

Non-prehensile planar manipulation, including pushing and press-and-slide, is critical for diverse robotic tasks, but notoriously challenging due to hybrid contact mechanics, under-actuation, and asymmetric friction limits that…

机器人学 · 计算机科学 2026-03-19 Melih Özcan , Umut Orguner , Ozgur S. Oguz

Bimanual manipulation is a longstanding challenge in robotics due to the large number of degrees of freedom and the strict spatial and temporal synchronization required to generate meaningful behavior. Humans learn bimanual manipulation…

机器人学 · 计算机科学 2024-05-07 Arpit Bahety , Priyanka Mandikal , Ben Abbatematteo , Roberto Martín-Martín

Existing 3D human mesh recovery methods often fail to fully exploit the latent information (e.g., human motion, shape alignment), leading to issues with limb misalignment and insufficient local details in the reconstructed human mesh…

计算机视觉与模式识别 · 计算机科学 2025-10-22 Xiang Zhang , Suping Wu , Sheng Yang
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